{"id":"W4245263179","doi":"10.1007/978-1-4614-4262-2_10","title":"Corrosion","year":2012,"lang":"en","type":"book-chapter","venue":"Applied Chemistry","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Corrosion; Corrosion prevention; Forensic engineering; Environmental science; Engineering; Business; Metallurgy; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004642179,0.0003123902,0.0002681777,0.00001220413,0.0000300239,0.0000143165,0.0001612329,0.0005121371,0.006989412],"category_scores_gemma":[0.000002773842,0.0003379491,0.000104054,0.0000111359,0.00004791064,0.00001535625,0.00006584811,0.0004582802,0.0008255553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001053408,"about_ca_system_score_gemma":0.00001381095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.194982e-7,"about_ca_topic_score_gemma":2.141585e-7,"domain_scores_codex":[0.9991816,5.095303e-7,0.0002167432,0.0002201898,0.0001618415,0.0002191592],"domain_scores_gemma":[0.9992547,0.0000281583,0.00004026057,0.0005037544,0.00001723463,0.0001558772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001704022,0.000006933171,0.000005621382,0.0009015775,0.0000190066,0.000004797248,0.00006016449,0.00003118669,0.9253626,0.006487634,0.03185625,0.03524717],"study_design_scores_gemma":[0.0001644785,0.000001561345,0.000003305848,0.00005419714,0.00004601264,0.000008039769,0.000005640494,0.00006945065,0.1674203,0.001529234,0.8301359,0.0005619582],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005094178,0.001098424,0.0001506754,0.000005205953,0.0002137881,0.0001011439,0.00003009737,0.0005249112,0.9973663],"genre_scores_gemma":[0.5554686,0.000512268,0.0001174872,0.00007055876,0.000791787,0.00003227592,0.0002931967,0.0001972227,0.4425167],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7982796,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009179039800036273,"score_gpt":0.1748883468175327,"score_spread":0.1657093070174964,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}